Semantic Segmentation on GTAV-to-Cityscapes Labels

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mIoU

Rank	Model	mIoU	Extra Training Data	Paper	Code	Year
1	MIC	75.9		MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	lhoyer/mic	2022
2	HRDA + PiPa	75.6		PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation	chen742/PiPa	2022
3	HRDA	73.8		HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	lhoyer/hrda	2022
4	SePiCo	70.3		SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	bit-da/sepico	2022
5	DAFormer + ProCST	69.4	✓	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer	shahaf1313/procst	2022
6	DAFormer	68.3		DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	lhoyer/DAFormer · dbash/visda2022-org · kw01sg/crda	2021
7	TransDA-B	63.9		Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation	alpc91/transda	2022
8	G2L	59.7		G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation		2022
9	ProDA+CRA	58.6		Cross-Region Domain Adaptation for Class-level Alignment		2021
10	ProDA	57.5		Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation	microsoft/ProDA · E-DEEP/PapersReview	2021
11	CMFormer	55.3		Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	BiQiWHU/CMFormer	2023
12	CCM	49.9		Content-Consistent Matching for Domain Adaptive Semantic Segmentation	Solacex/CCM
13	MIC	75.9		MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	lhoyer/mic	2022
14	HRDA + PiPa	75.6		PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation	chen742/PiPa	2022
15	HRDA	73.8		HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	lhoyer/hrda	2022
16	SePiCo	70.3		SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	bit-da/sepico	2022
17	DAFormer + ProCST	69.4	✓	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer	shahaf1313/procst	2022
18	DAFormer	68.3		DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	lhoyer/DAFormer · dbash/visda2022-org · kw01sg/crda	2021
19	TransDA-B	63.9		Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation	alpc91/transda	2022
20	G2L	59.7		G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation		2022